{"id":"W4256686775","doi":"10.18733/cpi29454","title":"Contributor Biographies","year":2018,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"University of Victoria","keywords":"History; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002467248,0.0007933873,0.0009419678,0.006727978,0.00315185,0.004259594,0.001626279,0.001694988,0.5244006],"category_scores_gemma":[0.03388202,0.0004180623,0.0004348226,0.006753227,0.0005645835,0.003256451,0.002579201,0.003350143,0.3479979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002614896,"about_ca_system_score_gemma":0.005554074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00693161,"about_ca_topic_score_gemma":0.01079983,"domain_scores_codex":[0.9977267,0.0002509619,0.0001294565,0.0004330016,0.001277448,0.0001824901],"domain_scores_gemma":[0.9708134,0.003554345,0.0009570523,0.002168664,0.02006741,0.002439119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006139589,0.000004763207,0.00006337456,0.00005592748,0.000001279636,0.00002572916,0.00007876613,0.00001492234,0.0000539327,0.001114818,0.9857711,0.01280935],"study_design_scores_gemma":[0.000002804641,0.000002864773,0.0001289123,0.0000975378,0.000002925957,0.00004798592,0.00009684754,0.00002547524,0.00006630018,0.0005198887,0.9990039,0.000004587863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001347075,0.007368466,0.004668938,0.05845578,0.1362094,0.0007280835,0.03616318,0.002378405,0.7526807],"genre_scores_gemma":[0.00706016,0.004598879,0.002058445,0.005742741,0.01184306,0.0004677725,0.01153636,0.001427866,0.9552648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4755994,"threshold_uncertainty_score":0.6783848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6372267851054967,"score_gpt":0.3921887329213514,"score_spread":0.2450380521841453,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}